{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import numpy as np\n",
    "import cv2\n",
    "from samples.CLS2IDX import CLS2IDX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Auxiliary Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from baselines.ViT.LVViT_LRP import lvvit_small_patch16_224 as vit_LRP\n",
    "from baselines.ViT.ViT_explanation_generator import LRP\n",
    "img_size = 224\n",
    "output_size = 14\n",
    "normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "transform = transforms.Compose([\n",
    "    transforms.Resize((img_size, img_size)),\n",
    "    transforms.ToTensor(),\n",
    "    normalize,\n",
    "])\n",
    "\n",
    "# create heatmap from mask on image\n",
    "def show_cam_on_image(img, mask):\n",
    "    heatmap = cv2.applyColorMap(np.uint8(255 * mask), cv2.COLORMAP_JET)\n",
    "    heatmap = np.float32(heatmap) / 255\n",
    "    cam = heatmap + np.float32(img)\n",
    "    cam = cam / np.max(cam)\n",
    "    return cam\n",
    "\n",
    "# initialize ViT pretrained with DeiT\n",
    "model = vit_LRP(pretrained=True).cuda()\n",
    "model.eval()\n",
    "attribution_generator = LRP(model)\n",
    "\n",
    "def generate_visualization(original_image, class_index=None):\n",
    "    transformer_attribution = attribution_generator.generate_LRP(original_image.unsqueeze(0).cuda(), method=\"transformer_attribution\", index=class_index).detach()\n",
    "    transformer_attribution = transformer_attribution.reshape(1, 1, output_size, output_size)\n",
    "    transformer_attribution = torch.nn.functional.interpolate(transformer_attribution, scale_factor=16, mode='bilinear')\n",
    "    transformer_attribution = transformer_attribution.reshape(img_size, img_size).cuda().data.cpu().numpy()\n",
    "    transformer_attribution = (transformer_attribution - transformer_attribution.min()) / (transformer_attribution.max() - transformer_attribution.min())\n",
    "    image_transformer_attribution = original_image.permute(1, 2, 0).data.cpu().numpy()\n",
    "    image_transformer_attribution = (image_transformer_attribution - image_transformer_attribution.min()) / (image_transformer_attribution.max() - image_transformer_attribution.min())\n",
    "    vis = show_cam_on_image(image_transformer_attribution, transformer_attribution)\n",
    "    vis =  np.uint8(255 * vis)\n",
    "    vis = cv2.cvtColor(np.array(vis), cv2.COLOR_RGB2BGR)\n",
    "    return vis\n",
    "\n",
    "\n",
    "def print_top_classes(predictions, **kwargs):    \n",
    "    # Print Top-5 predictions\n",
    "    prob = torch.softmax(predictions, dim=1)\n",
    "    class_indices = predictions.data.topk(5, dim=1)[1][0].tolist()\n",
    "    max_str_len = 0\n",
    "    class_names = []\n",
    "    for cls_idx in class_indices:\n",
    "        class_names.append(CLS2IDX[cls_idx])\n",
    "        if len(CLS2IDX[cls_idx]) > max_str_len:\n",
    "            max_str_len = len(CLS2IDX[cls_idx])\n",
    "    \n",
    "    print('Top 5 classes:')\n",
    "    for cls_idx in class_indices:\n",
    "        output_string = '\\t{} : {}'.format(cls_idx, CLS2IDX[cls_idx])\n",
    "        output_string += ' ' * (max_str_len - len(CLS2IDX[cls_idx])) + '\\t\\t'\n",
    "        output_string += 'value = {:.3f}\\t prob = {:.1f}%'.format(predictions[0, cls_idx], 100 * prob[0, cls_idx])\n",
    "        print(output_string)\n",
    "    return prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t243 : bull mastiff    \t\tvalue = 7.703\t prob = 48.3%\n",
      "\t281 : tabby, tabby cat\t\tvalue = 6.007\t prob = 8.9%\n",
      "\t242 : boxer           \t\tvalue = 5.944\t prob = 8.3%\n",
      "\t282 : tiger cat       \t\tvalue = 5.583\t prob = 5.8%\n",
      "\t285 : Egyptian cat    \t\tvalue = 5.396\t prob = 4.8%\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/catdog.png')\n",
    "dog_cat_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(dog_cat_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# dog \n",
    "# generate visualization for class 243: 'bull mastiff' - the predicted class\n",
    "dog = generate_visualization(dog_cat_image)\n",
    "\n",
    "# cat - generate visualization for class 282 : 'tiger cat'\n",
    "cat = generate_visualization(dog_cat_image, class_index=282)\n",
    "\n",
    "\n",
    "axs[1].imshow(dog);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(cat);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t161 : basset, basset hound         \t\tvalue = 8.887\t prob = 76.4%\n",
      "\t90 : lorikeet                     \t\tvalue = 6.911\t prob = 10.6%\n",
      "\t163 : bloodhound, sleuthhound      \t\tvalue = 3.943\t prob = 0.5%\n",
      "\t88 : macaw                        \t\tvalue = 3.767\t prob = 0.5%\n",
      "\t166 : Walker hound, Walker foxhound\t\tvalue = 3.686\t prob = 0.4%\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/dogbird.png')\n",
    "dog_bird_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(dog_bird_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# basset - the predicted class\n",
    "basset = generate_visualization(dog_bird_image, class_index=161)\n",
    "\n",
    "# generate visualization for class 90: 'lorikeet'\n",
    "parrot = generate_visualization(dog_bird_image, class_index=90)\n",
    "\n",
    "\n",
    "axs[1].imshow(basset);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(parrot);\n",
    "axs[2].axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 classes:\n",
      "\t340 : zebra                               \t\tvalue = 8.118\t prob = 58.5%\n",
      "\t386 : African elephant, Loxodonta africana\t\tvalue = 6.944\t prob = 18.1%\n",
      "\t101 : tusker                              \t\tvalue = 5.469\t prob = 4.1%\n",
      "\t385 : Indian elephant, Elephas maximus    \t\tvalue = 4.222\t prob = 1.2%\n",
      "\t9 : ostrich, Struthio camelus           \t\tvalue = 1.987\t prob = 0.1%\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open('samples/el2.png')\n",
    "tusker_zebra_image = transform(image)\n",
    "\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "axs[0].imshow(image);\n",
    "axs[0].axis('off');\n",
    "\n",
    "output = model(tusker_zebra_image.unsqueeze(0).cuda())\n",
    "print_top_classes(output)\n",
    "\n",
    "# zebra \n",
    "# zebra- the predicted class\n",
    "zebra = generate_visualization(tusker_zebra_image, class_index=340)\n",
    "\n",
    "# generate visualization for class 101: 'tusker'\n",
    "tusker = generate_visualization(tusker_zebra_image, class_index=101)\n",
    "\n",
    "axs[1].imshow(zebra);\n",
    "axs[1].axis('off');\n",
    "axs[2].imshow(tusker);\n",
    "axs[2].axis('off');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
